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Updated: Feb 23, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Ligand-biased ensemble receptor docking (LigBEnD): a hybrid ligand/receptor structure-based approach
Polo C-H Lam1, Ruben Abagyan2, Maxim Totrov3
1Molsoft L.L.C., 11199 Sorrento Valley Road, S209, San Diego, CA, 92121, USA.
A novel ligand-biased ensemble docking method improves accuracy by combining ligand and receptor properties. This approach successfully docked most ligands, identifying challenging cases requiring broader receptor conformation sampling.
Area of Science:
- Computational chemistry
- Structural biology
- Drug discovery
Background:
- Ensemble docking uses multiple protein conformations for accurate ligand binding prediction.
- Selecting appropriate protein conformations is crucial but challenging, often leading to false positives.
Purpose of the Study:
- To develop an improved ligand-biased ensemble receptor docking method.
- To create a composite scoring function integrating ligand-based and receptor-based approaches.
Main Methods:
- Developed a ligand-biased ensemble docking strategy.
- Integrated ligand-based atomic property field (APF) method with receptor structure-based docking.
- Utilized a composite scoring function for enhanced accuracy.
Main Results:
- Successfully docked 30 out of 36 ligands in the D3R docking challenge.
- Identified six mis-docked ligands where receptor conformations differed significantly from experimental data.
- Demonstrated the need for sampling beyond experimentally available protein conformations.
Conclusions:
- The developed ligand-biased ensemble docking method enhances ligand pose prediction accuracy.
- The method effectively identifies challenging cases requiring extended receptor conformational sampling.
- This approach advances computational drug discovery by improving docking reliability.
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